Unsupervised domain adaptation teacher–student network for retinal vessel segmentation via full-resolution refined model by Kejuan Yue, Lixin Zhan, Zheng Wang

“…We reconstructed the encoder and decoder of the network into a full-resolution refined model by computing the training loss at multiple semantic levels and multiple label resolutions. We validated our method on two publicly available datasets DRIVE and STARE. …”
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An Ex Vivo Study on Release, Uptake, and miRNA Profile of Exosomes in Rat Lens by Junfang Zhang, Jiawei Luo, Guowei Zhang, Bai Qin, Xiumei Ren, Huaijin Guan

“…The LECs uptake more PKH26-labeled exosomes at day 7 than day 3 and day 14. Conclusions. …”
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Transplanted Adult Neural Stem Cells Express Sonic Hedgehog In Vivo and Suppress White Matter Neuroinflammation after Experimental Traumatic Brain Injury by Genevieve M. Sullivan, Regina C. Armstrong

“…Mouse fluorescent reporter lines were generated to enable in vivo genetic labeling of cells actively transcribing Shh or Gli1 after transplantation and/or TBI. …”
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Hydroxymethylfurfural in honey: a public health problem by Bruno Soares Toledo, Lévison da Costa Cipriano, Thais Regina de Castro Pereira, Sérgio Borges Mano, Adriano Gomes da Cruz, Erick Almeida Esmerino, Eliane Teixeira Mársico

“…We analyzed 34 honey samples without labeling and/or any type of inspection (US - unregistered samples) obtained in commercial establishments and from unlegalized vendors in the region between the cities of Itatiaia, Resende, Penedo and Visconde de Mauá, all in the Rio de Janeiro State; and 20 samples that had label and identification (RS - registered samples). …”
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Lineage tracing studies suggest that the placenta is not a de novo source of hematopoietic stem cells. by Xiaowen Chen, Joanna Tober, Martin Dominguez, Alan T Tang, Jenna Bockman, Jisheng Yang, Sneha Mani, Chin Nien Lee, Mei Chen, Triloshan Thillaikumaran, Patricia Mericko-Ishizuka, Monica Mainigi, Nancy A Speck, Mark L Kahn

“…To definitively determine whether the mouse placenta is a site of HSPC emergence, we performed lineage tracing experiments with a Hoxa13Cre allele that specifically labels ECs in the placenta and umbilical cord (UC), but not in the yolk sac or embryo. …”
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Robust Malware identification via deep temporal convolutional network with symmetric cross entropy learning by Jiankun Sun, Xiong Luo, Weiping Wang, Yang Gao, Wenbing Zhao

“…Therefore, learning from noisy labels is significant for machine learning‐enabled Malware identification. …”
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Deep Learning Models to Predict Fatal Pneumonia Using Chest X-Ray Images by Satoshi Anai, Junko Hisasue, Yoichi Takaki, Naohiko Hara

“…CXR images of patients with pneumonia at diagnosis were labeled as fatal or nonfatal based on medical records. …”
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Construction of Prompt Verbalizer Based on Dynamic Search Tree for Text Classification by Jinfeng Gao, Xianliang Xia, Ruxian Yao, Junming Zhang, Yu Zhang

“…Specifically, breadth refers to the cross-granularity issue of label words, while depth refers to the number of elements within a granularity that make a positive contribution to classification. …”
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An Inverted Residual Cross Head Knowledge Distillation Network for Remote Sensing Scene Image Classification by Cuiping Shi, Mengxiang Ding, Liguo Wang

“…Finally, a cross head knowledge distillation structure is carefully designed to avoid conflicts between real labels and teacher predictions. The experimental results indicate that the proposed IRCHKD outperforms than some state-of-the-art RSSC approaches with a large margin in lower computational complexity.…”
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Urdu Toxic Comment Classification With PURUTT Corpus Development by Hafiz Hassaan Saeed, Tahir Khalil, Faisal Kamiran

“…To address this gap, we employed an existing labeled Roman Urdu (RU) corpus, which was developed originally for Roman Urdu toxic comment classification, and supplemented that corpus by adding its Urdu equivalent transliterations. …”
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Automated 3D semantic segmentation of PCB X-ray CT images and netlist extraction by Adrian Phoulady, Yara Suleiman, Hongbin Choi, Nicholas May, Sina Shahbazmohamadi, Pouya Tavousi

“…Our approach eliminates the need for extensive labeled datasets by using inherently labeled synthetic data. …”
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An Assay System for Plate-based Detection of Endogenous Peptide:N-glycanase/NGLY1 Activity Using A Fluorescence-based Probe by Hiroto Hirayama, Tadashi Suzuki

“…We previously developed an assay system using a 5-carboxyfluorescein-labeled glycosylated cyclo-heptapeptide (5FAM-GCP), a substrate remarkably resistant to endogenous peptidase activity. …”
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A multidimensional assessment of adverse events associated with paliperidone palmitate: a real-world pharmacovigilance study using the FAERS and JADER databases by Siyu Lou, Zhiwei Cui, Yingyong Ou, Junyou Chen, Linmei Zhou, Ruizhen Zhao, Chengyu Zhu, Li Wang, Zhu Wu, Fan Zou

“…The top three PTs with the highest reported cases were off-label use, drug ineffective, and hospitalization. …”
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Sex-based differences in the long-term fate of hippocampal neurons born after a traumatic brain injury by Hannah C. Downing, Hannah C. Downing, Ashley B. Glover, Jessica E. Gebhardt, Jessica E. Gebhardt, Katherine L. Thompson, Kathryn E. Saatman, Kathryn E. Saatman, Kathryn E. Saatman

“…Ascl1 is a basic helix-loop-helix transcription factor transiently expressed in NPCs and activated NSCs in the dentate gyrus of the adult mammalian brain. To specifically label NPCs born acutely after TBI, tamoxifen was delivered to mice on days 2 and 3 postinjury. …”
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Using Pesticides Safely in and around the Southern Home by P.G. Koehler

“…The document emphasizes the importance of following label instructions, protecting people and pets from exposure, and preventing environmental contamination. …”
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Hantavirus Pulmonary Syndrome: Report of Four Alberta Cases by Ameeta E Singh, Denise H Werker, Lesia R Boychuk, Lilly J Miedzinski

“…Ribavirin was used in one patient who experienced a successful outcome. A recent open label trial has not supported the efficacy of this drug. …”
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Balloon-Atrioseptostomy in Small Children Using an Embolectomy Catheter: Preliminary Data by R. Dalla Pozza, M. Hermann, N. A. Haas

“…Nevertheless, dedicated balloons are lacking so far, as several products have been withdrawn from the market. We report on off-label use of a balloon embolectomy catheter used successfully in a preterm patient and discuss whether this device might be used in other patients as well as it seems to be promising due to its shape and versatility.…”
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Nutrition for Health and Fitness: Sodium in Your Diet by Linda B. Bobroff

“…Bobroff, provides facts about sodium, high blood pressure, and how to read food labels and cook with less sodium. Includes references, sodium intake checklist, and recipes for low sodium foods. …”
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Facts about Vitamins by R. Elaine Turner

“…It also provides information on how to cook foods to preserve vitamins and how to assess food labels, and gives tips on appropriate and inappropriate use of vitamin supplements. …”
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Bed Bugs and Blood-Sucking Conenose by Philip G. Koehler, Robero M. Pereira, M. Pfiester, Jeff Hertz

“…Includes new techniques for bed bug control and a table of insecticides labeled for bed bug control. Published by the UF Department of Entomology and Nematology, November 2008. …”
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